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Improving Directional Overcurrent Relay Coordination in Distribution Networks for Optimal Operation Using Hybrid Genetic Algorithm with Sequential Quadratic Programming

Author

Listed:
  • Faraj Al-Bhadely

    (Department of Electrical Engineering, Yildiz Technical University, Istanbul 34220, Turkey)

  • Aslan İnan

    (Department of Electrical Engineering, Yildiz Technical University, Istanbul 34220, Turkey)

Abstract

In recent years, with the growing popularity of smart microgrids in distribution networks, the effective coordination of directional overcurrent relays (DOCRs) has presented a significant challenge for power system operators due to the intricate and nonlinear nature of their optimization model. Hence, this study proposes a hybrid GA-SQP algorithm to enhance the coordination of directional overcurrent relays (DOCRs) in radial and non-radial interconnected distributed power networks. The proposed approach combines the advantages of both the genetic algorithm (GA) and sequential quadratic programming (SQP) methods to optimize the objective function of relay coordination in the best manner. Thus, the proposed hybrid techniques improved the convergence of the problem and increased the likelihood of obtaining a globally optimal solution. Finally, to validate the effectiveness of the proposed algorithm, it was tested through three case studies involving the IEEE 3-Bus, 8-Bus, and modified 30-Bus distribution networks. In addition, the results were compared to those obtained using previous methods. The results obtained from the comparison of the proposed method and recent advanced research indicate that the proposed optimization approach is preeminent in terms of accuracy and total operating time as well as the continuity of the minimum margin time requirements between the primary/backup relay pairs.

Suggested Citation

  • Faraj Al-Bhadely & Aslan İnan, 2023. "Improving Directional Overcurrent Relay Coordination in Distribution Networks for Optimal Operation Using Hybrid Genetic Algorithm with Sequential Quadratic Programming," Energies, MDPI, vol. 16(20), pages 1-21, October.
  • Handle: RePEc:gam:jeners:v:16:y:2023:i:20:p:7031-:d:1257045
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    References listed on IDEAS

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    1. Sergio Danilo Saldarriaga-Zuluaga & Jesús María López-Lezama & Nicolás Muñoz-Galeano, 2020. "Optimal Coordination of Overcurrent Relays in Microgrids Considering a Non-Standard Characteristic," Energies, MDPI, vol. 13(4), pages 1-18, February.
    2. Muhammad Sulaiman & Waseem & Shakoor Muhammad & Asfandyar Khan, 2018. "Improved Solutions for the Optimal Coordination of DOCRs Using Firefly Algorithm," Complexity, Hindawi, vol. 2018, pages 1-15, February.
    3. Aayush Shrivastava & Abhishek Sharma & Manjaree Pandit & Vibhu Jately & Brian Azzopardi, 2021. "Hybrid Protection Scheme Based Optimal Overcurrent Relay Coordination Strategy for RE Integrated Power Distribution Grid," Energies, MDPI, vol. 14(21), pages 1-19, November.
    4. Abdul Wadood & Saeid Gholami Farkoush & Tahir Khurshaid & Jiang-Tao Yu & Chang-Hwan Kim & Sang-Bong Rhee, 2019. "Application of the JAYA Algorithm in Solving the Problem of the Optimal Coordination of Overcurrent Relays in Single- and Multi-Loop Distribution Systems," Complexity, Hindawi, vol. 2019, pages 1-13, December.
    5. Murtadha Al-Kaabi & Virgil Dumbrava & Mircea Eremia, 2022. "A Slime Mould Algorithm Programming for Solving Single and Multi-Objective Optimal Power Flow Problems with Pareto Front Approach: A Case Study of the Iraqi Super Grid High Voltage," Energies, MDPI, vol. 15(20), pages 1-33, October.
    6. Mahmoud Abdelsalam & Hatem Y. Diab, 2019. "Optimal Coordination of DOC Relays Incorporated into a Distributed Generation-Based Micro-Grid Using a Meta-Heuristic MVO Algorithm," Energies, MDPI, vol. 12(21), pages 1-16, October.
    7. Christoforos Menos-Aikateriniadis & Ilias Lamprinos & Pavlos S. Georgilakis, 2022. "Particle Swarm Optimization in Residential Demand-Side Management: A Review on Scheduling and Control Algorithms for Demand Response Provision," Energies, MDPI, vol. 15(6), pages 1-26, March.
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